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quangmeo/
pinbuckle-classifier

Name: pinbuckle-classifier
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Pin Buckle Classifier

This repository contains the models used for pin buckle classification and fashion segmentation.

Models

SVM Classifier

weights/svm_pin_buckleV2.joblib

SVM-based classifier for pin buckle classification.

Random Forest Classifier

weights/rf_pin_buckleV2.joblib

Random Forest-based classifier for pin buckle classification.

Fashion Segmentation Model

The weights/segformer_b3_fashion/ directory contains the SegFormer B3 fashion segmentation model from:

sayeed99/segformer-b3-fashion

Original model repository:

https://huggingface.co/sayeed99/segformer-b3-fashion

The SegFormer model was developed by sayeed99 and is included in this repository as part of the Pin Buckle Classifier pipeline.

The original model is a fine-tuned nvidia/mit-b3 model for fashion semantic segmentation.

Please refer to the original model repository for the original model card, license, dataset information, and usage requirements.

Attribution

The SegFormer model included in this repository is based on the work of sayeed99.

Original model:

sayeed99/segformer-b3-fashion
https://huggingface.co/sayeed99/segformer-b3-fashion

The underlying SegFormer architecture was introduced in:

Xie, E., Wang, W., Yu, Z., Anandkumar, A., Alvarez, J. M., & Luo, P.
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers.
arXiv:2105.15203.

Paper:

https://arxiv.org/abs/2105.15203

Repository Structure

text

pinbuckle-classifier/
│
├── weights/
│   ├── svm_pin_buckleV2.joblib
│   ├── rf_pin_buckleV2.joblib
│   │
│   └── segformer_b3_fashion/
│       ├── config.json
│       ├── model.safetensors
│       ├── preprocessor_config.json
│       └── ...
│
└── README.md

quangmeo/pinbuckle-classifier